Intent Classification Software

Intent classification software for AI prompt research

Every keyword expands to four intent-anchored prompts. Informational, Navigational, Commercial, Transactional. Each variant is tracked independently across all 9 AI engines so you can see exactly which intent type your brand wins.

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Trusted by teams winning AI search

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4
Intent variants per keyword
Informational · Navigational · Commercial · Transactional
WriteWorks AI
Fast-path generation
Routed via Vercel AI Gateway
One-click
Promote variant to tracked prompt
Sweeps across all 9 engines
The challenge

Why one-prompt-per-topic loses coverage

The gap that hides which intent variant you actually win.

Briefs collapse intent into one bucket

What's informational? What's commercial? Most briefs ship without intent-anchored prompt coverage, so they lose on the variant that actually matters.

Manual intent classification is slow

Working out which intent type to write for, then drafting four versions of a prompt, eats brief-prep time.

Untracked intent variants leak visibility

If you only track one prompt per topic, you miss whichever of the four intents your buyers actually use.

The solution

How intent variants close the gap

Auto-generate four, track each independently.

Auto-generate 4 intent prompts per keyword

Seed keyword in. WriteWorks AI returns four intent-anchored prompts: Informational, Navigational, Commercial, Transactional.

Track each variant independently

Promote any of the four prompts (or all of them) to tracked status with one click. Each variant runs across the 9 engines on its own sweep.

Demand-grounded prompt generation

The keyword is first run through historical search data for volume and difficulty, then expanded into prompts. Real demand drives the variant set.

Customer story

How teams are winning AI search

From invisibility to category dominance across every major answer engine.

+340% citations · 60 days

We retired three legacy tools and rebuilt our motion around WriteWorks. Category share-of-voice on ChatGPT and Perplexity tripled, and citations now drive more pipeline than paid search.

JK
Jordan Kessler Head of Growth, GoTeachingJobs
Capabilities

Intent variant capabilities

Demand-grounded, fast, one-click trackable.

Demand check first

Historical search data volume, KD, AIO presence before prompt expansion.

4 intent-anchored prompts

Informational, Navigational, Commercial, Transactional.

One-click to track

Promote any variant to a tracked prompt swept across the 9 engines.

Powered by WriteWorks AI (fast path)

Lower-latency tier routed via the Vercel AI Gateway.

Time savings

What changes with four variants

Coverage of every intent type per keyword.

TaskBeforeWith WriteWorksTime saved
Generate four intent-anchored promptsBrainstorm, hoursDemand check + 4 prompts in secondsHours
Track all four variantsPick one and hopeOne-click promotion, each sweep independentCoverage gap closed
Included

What's included

Every capability of intent variant generation.

4 intent-anchored prompts per keyword
Demand check first via historical search data
Powered by WriteWorks AI
One-click promote variant to tracked prompt
Independent sweep per variant across 9 engines
Built for

Built for closed-loop research

Strategists, specialists, growth marketers.

Content strategists

Cover all four intents on every topic that matters.

SEO / AEO specialists

Track which intent type each engine surfaces your brand on.

Growth marketers

Find the intent variant you're losing and ship the response.

Featured story

Within 60 days we closed the share-of-voice gap across every major LLM. Our content team now ships citation-ready by default, and we have the dashboard to prove it.

Read the full story
+278%
Citations across 5 engines
Top 3
On 14 buyer prompts
$620K
Sourced pipeline
FAQ

Frequently asked questions

Everything teams typically ask before getting started.

How are the four prompts generated?+
WriteWorks runs the seed keyword through historical search data for real-world volume and difficulty, then WriteWorks AI generates four intent-anchored variants: Informational, Navigational, Commercial, Transactional.
Can I track all four?+
Yes. One-click promote any variant (or all of them) to a tracked prompt. Each variant runs independently across the 9 AI engines.
Why intent variants matter+
AI engines often return different citations for different intent framings of the same topic. Tracking all four variants tells you exactly which intent your brand wins and which competitors own.
Explore more

Keep exploring

Related solutions, adjacent use cases, and platform features.

Get started

Intent classification software for AI prompt coverage

Four intent-anchored prompts per keyword, one-click track, independent sweeps across all 9 AI engines.